Stress-Testing ML Pipelines with Adversarial Data Corruption

Jiongli Zhu, Geyang Xu, Felipe Lorenzi +2

Structured data-quality issues, such as missing values correlated with demographics, culturally biased labels, or systemic selection biases, routinely degrade the reliability of ma…